{"id":"W2093194038","doi":"10.2337/diaclin.23.1.6","title":"The Coming Crisis in Continuing Education in Diabetes: Resolvable Issues and Novel Solutions","year":2005,"lang":"en","type":"article","venue":"Clinical Diabetes","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Continuing education; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0206667,0.001128897,0.001261759,0.002261073,0.005664469,0.01407262,0.004153963,0.02546528,0.01085542],"category_scores_gemma":[0.0348492,0.0006135622,0.001106054,0.002742595,0.0127881,0.02396471,0.008427103,0.02309237,0.001644867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008208855,"about_ca_system_score_gemma":0.01969752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003455769,"about_ca_topic_score_gemma":0.007260732,"domain_scores_codex":[0.9917061,0.003805375,0.000696032,0.0009793197,0.001697381,0.001115636],"domain_scores_gemma":[0.9580455,0.02272156,0.002514016,0.001432673,0.006322741,0.008963454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002466136,0.0005024684,0.002278634,0.002805908,0.00005830689,0.001592052,0.00402506,0.0006638974,0.0003907192,0.2415449,0.4371669,0.3087246],"study_design_scores_gemma":[0.0002232286,0.0003985702,0.001940234,0.006882256,0.00005218837,0.00291747,0.02803376,0.002045275,0.0004005852,0.2691359,0.6877747,0.0001958277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0008344968,0.04161443,0.001234182,0.948647,0.005867164,0.00001342633,0.00002216435,0.00004046463,0.001726733],"genre_scores_gemma":[0.09403776,0.2130562,0.02966649,0.5694621,0.08511671,0.000353304,0.0003276209,0.0001298573,0.007850021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02546528,"threshold_uncertainty_score":0.1092973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08965955069714045,"score_gpt":0.4888920598326302,"score_spread":0.3992325091354897,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}